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		<title>Machine Learning &#8211; Samsung Newsroom India</title>
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            <title>Machine Learning &#8211; Samsung Newsroom India</title>
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        <currentYear>2026</currentYear>
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		<description>What's New on Samsung Newsroom</description>
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				<title><![CDATA[From Learning AI to Building with AI: Sunidhishree’s Journey with Samsung Innovation Campus]]></title>
				<link>https://news.samsung.com/in/from-learning-ai-to-building-with-ai-sunidhishrees-journey-with-samsung-innovation-campus</link>
				<pubDate>Fri, 25 Sep 2026 16:05:07 +0000</pubDate>
								<media:content url="https://img.global.news.samsung.com/in/wp-content/uploads/2026/09/25160201/featuire.jpg" medium="image" />
				<dc:creator><![CDATA[Malay anil]]></dc:creator>
						<category><![CDATA[Social Impact]]></category>
		<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Maharashtra]]></category>
		<category><![CDATA[Mumbai]]></category>
		<category><![CDATA[Samsung Innovation Campus]]></category>
		<category><![CDATA[Technology]]></category>
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									<description><![CDATA[For Sunidhishree Prabakaran, Artificial Intelligence was more than a subject to study—it was a field full of possibilities. A final-year Computer Engineering student at D. Y. Patil’s Ramrao Adik Institute of Technology in Mumbai, Maharashtra, Sunidhishree entered Samsung Innovation Campus (SIC) with a strong interest in Artificial Intelligence, Machine Learning and emerging technologies. She had […]]]></description>
																<content:encoded><![CDATA[<div class="wp-block-image">
<figure class="aligncenter size-full"><img width="1000" height="562" src="https://img.global.news.samsung.com/in/wp-content/uploads/2026/09/25160159/file_000000005b448230a40f3d70a-1790331451430.jpg" alt="" class="wp-image-33082" /><figcaption class="wp-element-caption">Sunidhishree: “Samsung Innovation Campus gave me practical exposure to AI and helped me apply theoretical concepts to real-world applications”</figcaption></figure></div>


<p>For Sunidhishree Prabakaran, Artificial Intelligence was more than a subject to study—it was a field full of possibilities.</p>



<p>A final-year Computer Engineering student at D. Y. Patil’s Ramrao Adik Institute of Technology in Mumbai, Maharashtra, Sunidhishree entered Samsung Innovation Campus (SIC) with a strong interest in Artificial Intelligence, Machine Learning and emerging technologies. She had already begun exploring technology through academic projects and research, often taking the lead in her teams.</p>



<p>But she wanted to go beyond knowing how technology worked. She wanted to learn how to use it to solve problems that matter.</p>



<p>That is where her journey with Samsung Innovation Campus began.</p>



<h2 class="wp-block-heading"><strong>Turning curiosity into capability</strong></h2>



<p>Through the Artificial Intelligence course at Samsung Innovation Campus, Sunidhishree gained structured exposure to AI concepts, data analysis and problem-solving. The combination of expert guidance, assignments and hands-on learning helped her connect what she learned in the classroom with real-world applications.</p>



<p>For her, one of the biggest takeaways was not just technical knowledge, but the confidence to experiment, present ideas and approach problems differently.</p>



<p>“Samsung Innovation Campus gave me practical exposure to AI and helped me apply theoretical concepts to real-world applications. The program strengthened my confidence and motivated me to keep learning and innovating,” said Sunidhishree.</p>



<p>That confidence soon found its way into her academic and research work.</p>



<h2 class="wp-block-heading"><strong>From ideas to innovation</strong></h2>



<p>After completing SIC in 2026, Sunidhishree began applying her AI knowledge across a range of projects addressing challenges in healthcare, agriculture and clinical research.</p>



<p>She presented “AI Powered Medical Reporting and Clinical Dashboard” at the 2nd International Conference on AI-driven Human-Centric Solutions and Sustainable Transformation (AI-HCSST 2026).</p>



<p>Her interest in using AI to make technology more accessible also led to “Leaflens: AI-Integrated Plant Disease Detection and Personalized Care Through a Multilingual Chatbot,” which she presented at the International Conference on Advancing Technology in Engineering and Science (ICATES-2025). The project has also progressed to the copyright application stage.</p>



<p>Another project, “Smart Recruit: Digital Twins for Clinical Trials,” was presented at the International Conference on Communication, Computing and Data Security (ICCCDS-2026).</p>



<p>Each project represented a different application of AI. Together, they reflected something more significant—a student increasingly confident in taking technology from an idea on paper to a solution with real-world potential.</p>



<p>Sunidhishree also participated in the several Hackathons, putting her problem-solving and technical skills to the test in a competitive environment.</p>



<h2 class="wp-block-heading"><strong>Building confidence for the world beyond college</strong></h2>



<p>The impact of Samsung Innovation Campus extended beyond projects and presentations.</p>



<p>As Sunidhishree prepared to make the transition from college to the workplace, the technical foundation and confidence she developed through SIC helped her during the placement process. She secured a placement opportunit, marking an important milestone in her professional journey.</p>



<p>The experience also encouraged her to continue learning. With an interest in strengthening her industry readiness, she began exploring SAP technologies alongside her AI skill set.</p>



<p>“SIC was not simply a course I completed. It became a stepping stone—from being interested in AI to confidently building with it, presenting my ideas and preparing myself for the opportunities ahead,” she said.</p>



<h2 class="wp-block-heading"><strong>The journey continues</strong></h2>



<p>Today, Sunidhishree looks at AI not just as a technology, but as a tool to create meaningful solutions.</p>



<p>Her journey—from a student curious about emerging technologies to a young innovator presenting AI-based solutions at international conferences and stepping into the professional world—reflects the power of giving young people the right skills, exposure and confidence at the right time.</p>



<p>And for Sunidhishree, this is only the beginning.</p>



<p>She started with a curiosity to understand AI. Samsung Innovation Campus helped her turn that curiosity into the confidence to create.</p>



<p></p>
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				<title><![CDATA[Can AI Find India’s Next Para-Athlete? Young Innovators Take Bold Sports Tech Ideas to Samsung Solve for Tomorrow Top 20]]></title>
				<link>https://news.samsung.com/in/can-ai-find-indias-next-para-athlete-young-innovators-take-bold-sports-tech-ideas-to-samsung-solve-for-tomorrow-top-20</link>
				<pubDate>Wed, 23 Sep 2026 12:52:52 +0000</pubDate>
								<media:content url="https://img.global.news.samsung.com/in/wp-content/uploads/2026/09/23123904/Sports-Tech-SFT-2026-Top-20-728x410.jpg" medium="image" />
				<dc:creator><![CDATA[Samantha Gupta]]></dc:creator>
						<category><![CDATA[Social Impact]]></category>
		<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[IoT]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Solve for Tomorrow 2026]]></category>
                <guid isPermaLink="false">https://bit.ly/4jjBjOc</guid>
									<description><![CDATA[Can AI help discover India’s next para-athlete? Can a wearable help a visually impaired swimmer know when the pool wall is approaching? Can sensors make exercise safer for people with Parkinson’s or alert athletes to excessive physical strain? Eight young innovators from Andhra Pradesh, Telangana, Tamil Nadu and Odisha are attempting to answer these questions […]]]></description>
																<content:encoded><![CDATA[<div class="wp-block-image">
<figure class="aligncenter size-large"><img width="1000" height="563" src="https://img.global.news.samsung.com/in/wp-content/uploads/2026/09/23123904/Sports-Tech-SFT-2026-Top-20-1000x563.jpg" alt="" class="wp-image-33056" /><figcaption class="wp-element-caption">Samsung Solve for Tomorrow 2026 Top 20 Sport & Tech teams bringing technology and innovation to the future of sports </figcaption></figure></div>


<p>Can AI help discover India’s next para-athlete? Can a wearable help a visually impaired swimmer know when the pool wall is approaching? Can sensors make exercise safer for people with Parkinson’s or alert athletes to excessive physical strain?<br><br>Eight young innovators from Andhra Pradesh, Telangana, Tamil Nadu and Odisha are attempting to answer these questions through five technology-led ideas that have taken them into the Top 20 of Samsung Solve for Tomorrow 2026.<br><br>Their ideas span some of the most compelling challenges in sport and physical activity: AI-led para-athlete identification, independent navigation for visually impaired swimmers, exercise support for people with Parkinson’s and real-time monitoring of physical strain among athletes.<br><br>The eight innovators are Pasupuleti Ruthvik from Chittoor, Kolla Venkata Siva Surya from Visakhapatnam, Homanshika Reddy Pullagurla from Hyderabad, Vatala Harika and Ritesh Routray from Sundargarh, and Manoj Kumar Kasinathan, Jena R and Chriswin William D from Chennai.<br><br>Their progress to the Top 20 also reflects the geographical spread of this year’s Samsung Solve for Tomorrow. More than half of the participants in the Top 20 come from Tier 2 and Tier 3 cities, with finalists representing 18 cities across 12 states.</p>



<h2 class="wp-block-heading"><strong><strong>Five Ideas Trying to Change How People Play, Train and Compete</strong></strong></h2>



<h2 class="wp-block-heading"><strong>A Wearable That Warns Visually Impaired Swimmers Before They Hit the Wall</strong></h2>



<p>For visually impaired swimmers, knowing exactly when they are approaching the end of a swimming lane can be difficult and potentially lead to head injuries.</p>



<p>Pasupuleti Ruthvik, 21, from Chittoor, has developed Untethered, a wearable sensor system designed to provide real-time alerts as swimmers approach the pool wall. The idea aims to reduce dependence on manual cues from coaches and give swimmers greater independence during training.</p>



<h2 class="wp-block-heading"><strong>Technology That Helps Visually Impaired Swimmers Stay on Course</strong></h2>



<p>Staying within a lane presents another challenge for visually impaired swimmers, who can drift sideways without visual reference points.</p>



<p> Kolla Venkata Siva Surya, 16, from Visakhapatnam, has engineered an assistive trajectory solution that provides real-time feedback when a swimmer begins to veer away from the intended path. The technology is designed to help para-athletes correct their trajectory and navigate competition pools more independently.</p>



<h2 class="wp-block-heading"><strong>An AI Talent Scout for India’s Para-Athletes</strong></h2>



<p>What if promising para-athletes could be discovered using technology, even when they live far from established sporting networks?<br><br>Vatala Harika, 21, and Ritesh Routray, 20, from Sundargarh, are developing ParaSync, an AI-based platform designed to assess adaptive sporting techniques, identify promising athletes and connect them with professional coaching and competitive opportunities.<br><br>The idea addresses a grassroots sporting challenge: talent can emerge anywhere, while access to established scouting, coaching and competitive networks may not always be as widely available.</p>



<h2 class="wp-block-heading"><strong>A Wearable Exploring Safer Exercise for People with Parkinson’s</strong></h2>



<p>In Chennai, Manoj Kumar Kasinathan, 21, Jena R, 20, and Chriswin William D, 20, are developing Rogue, a wearable device for people with Parkinson’s.<br><br>The team is exploring whether sensors can distinguish intentional movement from involuntary tremors, with the aim of supporting safer exercise and physical activity for people experiencing motor symptoms.<br></p>



<h2 class="wp-block-heading"><strong>An IoT Wearable That Tracks Strain on an Athlete’s Spine</strong></h2>



<p>Homanshika Reddy Pullagurla, 21, from Hyderabad, is developing Somatrace, an IoT-enabled wearable designed to monitor spinal load among precision-sport athletes.<br><br>By tracking movement and load in real time, the system aims to give athletes greater visibility into the physical strain experienced during training and help them better understand how their bodies respond to different movements.</p>



<h2 class="wp-block-heading"><strong>From Ideas to Prototypes — and Potential Ventures</strong></h2>



<p>For these young innovators, reaching the Top 20 marks the next stage in turning an idea into something that can be tested, refined and potentially scaled.<br><br>The eight innovators participated in an experiential Prototyping Programme conducted in collaboration with FITT-IIT Delhi, where they worked on strengthening their solutions through the Innovation Bootcamp and direct online mentorship from Samsung experts.<br><br>The programme encouraged participants to look beyond engineering alone. Working with mentors, they examined user needs, prototype development, go-to-market strategy, impact and scalability—helping them think about how solutions developed around real-world problems could potentially evolve into viable products and ventures.<br><br>Participants also visited Samsung Design Delhi (SDD), Samsung R&D Institute India – Noida (SRI-N), Samsung R&D Institute India – Delhi (SRI-D), Samsung R&D Institute India – Bengaluru (SRI-B) and Samsung’s Head Office in Gurugram, gaining exposure to Samsung’s approach to design, engineering, research and innovation.</p>



<h2 class="wp-block-heading"><strong>Young Innovators from 18 Cities, One National Platform</strong></h2>



<p>A global problem-solving platform, Samsung Solve for Tomorrow encourages young people to use STEM—science, technology, engineering and mathematics—to address problems they see around them.<br><br>Now in its fifth edition in India, Samsung Solve for Tomorrow 2026 is bringing together young innovators across four themes: AI Living for India, Health & Education, Environmental Sustainability, and Sport & Tech.<br><br>Across the Top 20, participants are applying technologies including artificial intelligence, computer vision, sensors, voice technology and low-cost wearables to challenges ranging from literacy and accessibility to agricultural waste, pollution, neurological health and para-sports.<br><br>With finalists representing 18 cities across 12 states and more than half of the participants coming from Tier 2 and Tier 3 cities, this year’s Top 20 demonstrates how technology-led problem-solving is emerging from young people across India, including well beyond the country’s traditional innovation hubs.<br><br>The competition will now move towards its final stages. Four winning teams will collectively receive INR 2 crore in incubation grants, along with incubation support from FITT-IIT Delhi to further refine and validate their solutions and explore their potential to evolve into market-ready ventures.</p>
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				<title><![CDATA[[Video] Building a Future-ready India with Samsung Innovation Campus]]></title>
				<link>https://news.samsung.com/in/video-building-a-future-ready-india-with-samsung-innovation-campus</link>
				<pubDate>Mon, 03 Jun 2024 16:11:49 +0000</pubDate>
								<media:content url="https://img.global.news.samsung.com/in/wp-content/uploads/2024/04/feature-sic-728x409.jpg" medium="image" />
				<dc:creator><![CDATA[Malay anil]]></dc:creator>
						<category><![CDATA[Social Impact]]></category>
		<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[Samsung Innovation Campus]]></category>
                <guid isPermaLink="false">https://bit.ly/3RbNYUH</guid>
									<description><![CDATA[Next-gen technologies, like Artificial Intelligence and Machine Learning are reshaping the world as we know today. Samsung Innovation Campus 2024 is all set to prepare India’s young and bright minds for this new world. Discover how our CSR initiative is enhancing employment prospects for youngsters through practical education in future-tech courses. Check out the video below to […]]]></description>
																<content:encoded><![CDATA[<p><span class="yt-core-attributed-string--link-inherit-color">Next-gen technologies, like Artificial Intelligence </span><span class="yt-core-attributed-string--link-inherit-color">and Machine Learning</span><span class="yt-core-attributed-string--link-inherit-color"> are reshaping the world as we know today. Samsung Innovation Campus 2024 is all set to prepare India’s young and bright minds for this new world. Discover how our CSR initiative is enhancing employment prospects for youngsters through practical education in future-tech courses.</span></p>
<p>Check out the video below to find out about all that happened in 2023 and what 2024 entails:</p>
<div class="youtube_wrap"><iframe src="https://www.youtube.com/embed/mqKrpjLUhVQ" width="300" height="150" frameborder="0" allowfullscreen="allowfullscreen"><span style="display: inline-block;width: 0px;overflow: hidden;line-height: 0" data-mce-type="bookmark" class="mce_SELRES_start"></span></iframe></div>
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				<title><![CDATA[Samsung Invites Startups to Collaborate on Digital India Initiatives, Strengthen Vision of Powering Digital India]]></title>
				<link>https://news.samsung.com/in/samsung-invites-startups-to-collaborate-on-digital-india-initiatives-strengthen-vision-of-powering-digital-india</link>
				<pubDate>Thu, 08 Dec 2022 12:26:53 +0000</pubDate>
								<media:content url="https://img.global.news.samsung.com/in/wp-content/uploads/2022/12/SRIB-Feature.jpg" medium="image" />
				<dc:creator><![CDATA[Malay anil]]></dc:creator>
						<category><![CDATA[Brand]]></category>
		<category><![CDATA[Press Releases]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[big data]]></category>
		<category><![CDATA[IoT]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[metaverse]]></category>
		<category><![CDATA[Samsung Research Institute – Bangalore]]></category>
		<category><![CDATA[SRI Bangalore]]></category>
		<category><![CDATA[SRI-B]]></category>
                <guid isPermaLink="false">https://bit.ly/3Ya3DFN</guid>
									<description><![CDATA[Samsung, India’s largest consumer electronics company, is inviting startups to collaborate on technologies around the Government’s Digital India stack, which includes UPI, Digilocker, Open Network for Digital Commerce (ONDC), Open Credit Enablement Network (OCEN), Unified Health Interface (UHI) among others. With this, Samsung aims to accelerate its Digital India journey in the country and strengthen […]]]></description>
																<content:encoded><![CDATA[<p><img loading="lazy" class="aligncenter wp-image-22186 size-full" src="https://img.global.news.samsung.com/in/wp-content/uploads/2022/12/Samsung-Startup-Collab.jpg" alt="" width="3461" height="1825" /></p>
<p><a href="https://www.samsung.com/in/">Samsung</a>, India’s largest consumer electronics company, is inviting startups to collaborate on technologies around the Government’s Digital India stack, which includes UPI, Digilocker, Open Network for Digital Commerce (ONDC), Open Credit Enablement Network (OCEN), Unified Health Interface (UHI) among others.</p>
<p>With this, Samsung aims to accelerate its Digital India journey in the country and strengthen its vision of Powering Digital India.</p>
<p>The startups will partner with Samsung’s R&D centres and business units in India on domains such as wallet, health, fitness where products and services will be integrated with the Samsung ecosystem.</p>
<p>On a case-to-case basis, Samsung will also explore funding support to some of these startups to help them further scale their solutions.</p>
<p>As a first step to connect with startups in India, Samsung held a <strong>Startup Collab</strong> event at the iconic Samsung Opera House in Bengaluru earlier this week. At the event, around 25 startups from across India came together and interacted with Samsung leadership from its R&D centres in Bengaluru and Noida, and its corporate headquarters in Gurugram, exploring Samsung’s ecosystem of products and services and understanding where they can potentially collaborate around Digital India initiatives.</p>
<p><em>“Samsung is a consumer centric company and strives to develop meaningful innovations for consumers in India. The Government’s Digital India stack is revolutionary, and has the potential to transform the way many sectors work. We wish to collaborate with startups who have cutting-edge technologies in this space, which, when integrated with the Samsung ecosystem, can transform the lives of people, our consumers,” </em>said <strong>Dipesh Shah, Managing Director, Samsung R&D Institute Bangalore.</strong></p>
<p><em>“As a large multinational, we bring to the table strong consumer understanding, business know-how and market reach that will help startups refine their offerings to enable compelling consumer experience. Co-prosperity is one of our core values and we hope to play our part in enhancing the innovation ecosystem in the country, thereby Powering Digital India,” </em>said<strong> Dr. Balvinder Singh, Head, Open Innovation Group, Samsung R&D Institute Bangalore.</strong></p>
<p>The startups that attended Samsung’s Startup Collab event were from the fintech, health tech and eCommerce space with some of them utilizing the India Stack to build for Digital India services.</p>
<p>As part of the collaboration, Samsung’s R&D centres and business units in India will work together with the startups to co-build solutions for a specific product or service that have the potential to be integrated with Samsung’s product ecosystem.</p>
<p>Samsung’s engineers, who work on cutting-edge domains such as AI, machine learning, IoT, big data, metaverse, will also provide these startups  with technical mentorship as well as guidance in protecting their intellectual property, wherever relevant.</p>
<p>Over the years, Samsung has had very successful partnerships with startups in the country. For instance, a successful startup today powers Samsung’s local India app-store where consumers can discover and access their favourite mobile applications in 12 Indian languages. This currently has close to 3 million daily active users.</p>
<p>Another startup has powered Lock Screen Stories on Samsung <a href="https://www.samsung.com/in/smartphones/all-smartphones/">Galaxy smartphones</a> in which consumers get beautiful wallpapers and content every time they unlock their devices. This feature has close to 30 million daily active users.</p>
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				<title><![CDATA[Samsung Electronics Wins at Two Top Global AI Machine Reading Comprehension Challenges]]></title>
				<link>https://news.samsung.com/in/samsung-electronics-wins-at-two-top-global-ai-machine-reading-comprehension-challenges</link>
				<pubDate>Wed, 11 Jul 2018 11:05:56 +0000</pubDate>
								<media:content url="https://img.global.news.samsung.com/in/wp-content/uploads/2018/07/ai-reading_main_1-704x334.jpg" medium="image" />
				<dc:creator><![CDATA[Malay anil]]></dc:creator>
						<category><![CDATA[More stories]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[AI algorithm]]></category>
		<category><![CDATA[ConZNET]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[MS MARCO]]></category>
		<category><![CDATA[R&D]]></category>
		<category><![CDATA[Samsung Research]]></category>
		<category><![CDATA[TriviaQA]]></category>
                <guid isPermaLink="false">http://bit.ly/2ulWO7a</guid>
									<description><![CDATA[Samsung Research, the advanced R&D hub of Samsung Electronics’ SET (end-products) business, has ranked first in two of the world’s top global artificial intelligence (AI) machine reading comprehension competitions. Samsung Research recently placed first in the MAchine Reading COmprehension (MS MARCO) Competition held by Microsoft (MS), as well as showing the best performance in TriviaQA* […]]]></description>
																<content:encoded><![CDATA[<p><img loading="lazy" class="wp-image-6760 size-full" src="https://img.global.news.samsung.com/in/wp-content/uploads/2018/07/ai-reading_main_1.jpg" alt="" width="705" height="470" /></p>
<p>Samsung Research, the advanced R&D hub of Samsung Electronics’ SET (end-products) business, has ranked first in two of the world’s top global artificial intelligence (AI) machine reading comprehension competitions.</p>
<p>Samsung Research recently placed first in the MAchine Reading COmprehension (MS MARCO) Competition held by Microsoft (MS), as well as showing the best performance in TriviaQA<sup>*</sup> hosted by the University of Washington, proving the excellence of its AI algorithm.</p>
<p>With intense competition in developing AI technologies globally, machine reading comprehension competitions such as MS MARCO are booming around the world. MS MARCO and TriviaQA are among the actively researched and used machine reading comprehension competitions along with SQuAD of Stanford University and NarrativeQA of DeepMind. Distinguished universities around the world and global AI firms including Samsung are competing in these challenges.</p>
<p>Machine reading comprehension is where an AI algorithm is tasked with analyzing data and finding an optimum answer to a query on its own accord. For MS MARCO and TriviaQA, AI algorithms are tested in their capabilities of processing natural language in human Q&As and also providing written text in various types of documents such as news articles and blog posts.</p>
<p>For example in MS MARCO, ten web documents are presented for a certain query to let an AI algorithm create an optimum answer. Queries are randomly selected from a million queries from Bing (MS search engine) users. Answers are evaluated statistically by estimating how close they are with human answers. This is a test designed to apply an AI algorithm to solve real-world problems.</p>
<p>Samsung Research took part in the competitions with ConZNet, an AI algorithm developed by the company’s AI Center. ConZNet features skillful capabilities through adopting the Reinforcement Learning<sup>**</sup> technique, which advances machine intelligence by giving reasonable feedback for outcomes, similar to a stick-and-carrot strategy in a learning process.</p>
<p>With the recent acceleration in global competition to develop AI technologies, contests are widespread in areas of computer vision (technologies to analyze characters and images) and visual Q&A to solve problems using recognized images of characters as well as machine reading comprehension. The Beijing branch of Samsung Research won the International Conference on Document Analysis and Recognition (ICDAR) hosted by the International Association of Pattern Recognition (IAPR) in March, putting them in a top-tier group for global computer vision tests. The ICDAR is the most influential competition in Optical Character Recognition (OCR) technologies.</p>
<p>“We are developing an AI algorithm to provide answers to user queries in a simpler and more convenient manner, for real life purposes,” said Jihie Kim, Head of Language Understanding Lab at Samsung Research. “Active discussion is underway in Samsung to adopt the ConZNet AI algorithm for products, services, customer response and technological development.”</p>
<p><span style="font-size: small"><sup>*</sup> Competitions such as MS MARCO and TriviaQA allow contestants to participate at any time, and rankings are altered according to real-time test results.</span></p>
<p><span style="font-size: small"><sup>**</sup> The Reinforcement Learning is the most advanced Machine Learning AI algorithm, and cutting-edge AI technologies including AlphaGo are upgrading machine intelligence by applying this technique.</span></p>
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				<title><![CDATA[‘All In’ on AI, Part 2: Driving the Evolution of 8K Picture Quality and Advanced Sound on TV through AI]]></title>
				<link>https://news.samsung.com/in/all-in-on-ai-part-2-driving-the-evolution-of-8k-picture-quality-and-advanced-sound-on-tv-through-ai</link>
				<pubDate>Thu, 15 Feb 2018 15:50:10 +0000</pubDate>
								<media:content url="https://img.global.news.samsung.com/in/wp-content/uploads/2018/02/take02_705_main_1-704x329.jpg" medium="image" />
				<dc:creator><![CDATA[Malay anil]]></dc:creator>
						<category><![CDATA[Technology]]></category>
		<category><![CDATA[TV/Display & AV]]></category>
		<category><![CDATA[4K UHD]]></category>
		<category><![CDATA[8K]]></category>
		<category><![CDATA[8K AI Technology]]></category>
		<category><![CDATA[8K QLED TV]]></category>
		<category><![CDATA[AI]]></category>
		<category><![CDATA[CES 2018]]></category>
		<category><![CDATA[Machine Learning]]></category>
		<category><![CDATA[MLSR]]></category>
		<category><![CDATA[OTT]]></category>
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									<description><![CDATA[What do you consider important when watching the Olympic Games on TV? Vivid picture and sound quality on your TV would be able to provide you a lifelike experience just as if you were onsite at the Games. The artificial intelligence (AI) technology which Samsung Electronics recently unveiled at CES 2018 promises to deliver this […]]]></description>
																<content:encoded><![CDATA[<p>What do you consider important when watching the Olympic Games on TV? Vivid picture and sound quality on your TV would be able to provide you a lifelike experience just as if you were onsite at the Games. The artificial intelligence (AI) technology which Samsung Electronics recently unveiled at CES 2018 promises to deliver this kind of experience, with picture quality nearly the equivalent of 8K (7,680 × 4,320) resolution, as well as optimized sound, for real-time and other video content.</p>
<p>The new AI technology achieves close to 8K resolution and enhanced sound quality by aligning with the unique characteristics of the specific content, a step up from typical upscaling technology used to improve image quality. So how exactly does it work? Let’s take a closer look.</p>
<h3><span style="color: #000080"><strong>Enjoy any content in 8K through Machine Learning</strong></span></h3>
<p><img loading="lazy" class="alignnone size-full wp-image-5372" src="https://img.global.news.samsung.com/in/wp-content/uploads/2018/02/take02_705_main_1.jpg" alt="" width="705" height="329" /></p>
<p>The world’s first 8K AI Technology that realizes a definition nearly the equivalent of 8K is based on Machine Learning. Computers or smartphones run according to directive values that humans enter. In contrast, Machine Learning refers to the way AI learns certain patterns and gives optimized answers based on various examples.</p>
<p>Samsung’s Machine Learning Super Resolution (MLSR) utilizes AI technology to compare low and high-quality versions of the same content to learn the technological differences between the two and form a vast database. It analyzes millions of pieces of video content and finds a correlation. Based on its analysis, it can select the optimum filters that support brightness, the level of blackness, spread and other errors from all inputs, and transform low-definition content to close to 8K high definition.</p>
<p>The input content is recognized as ‘real-time’ based on a frame and is enhanced by scenes, which makes it possible to upgrade image and sound quality immediately, regardless of whether the video source is live streaming or OTT (Over The Top).</p>
<h3><span style="color: #000080"><strong>8K picture quality through AI, what’s the difference?</strong></span></h3>
<p><img loading="lazy" class="alignnone size-full wp-image-5369" src="https://img.global.news.samsung.com/in/wp-content/uploads/2018/02/8K-4K-UHD-source_main_21.jpg" alt="" width="705" height="262" /></p>
<p>Other upscaling techniques require human input to compare low-resolution and high-resolution scenes and find ways to reconstruct them. However, Samsung’s AI Technology enables it to self-study millions of images on its own using MLSR, allowing much-improved accuracy compared to conventional technologies.</p>
<p>There are three elements to improving picture quality on displays. First is ‘Detail Creation’ that sharpens the detail of expression and improves the texture to areas with low definition that have become blurry after compressing the file. Second, ‘Edge Restoration’ defines the edges of text, people or objects in a video, moving pixels on the borders to thin them down to increase legibility and visibility. For example, if text context is spreaded along the edges, the video will be adjusted around the text for clarity. In a video that shows the moon, Edge Restoration improves details of the moon’s shadow and enhances the darkness of the background for a clear distinction. Lastly, ‘Noise Reduction’ gets rid of static noises generated during high compression or recompression of files. In order to transmit an image, it is necessary to compress the image. In this process, various ‘noises’ such as a jiggling point or a squared dot can be effectively removed according to the image characteristics.</p>
<h3><span style="color: #000080"><strong>AI delivers immersive sound effects</strong></span></h3>
<p><img loading="lazy" class="alignnone size-full wp-image-5371" src="https://img.global.news.samsung.com/in/wp-content/uploads/2018/02/take01_705_main_3.jpg" alt="" width="705" height="296" /></p>
<p>When watching dramas or movies, realistic, immersive sounds are as important as picture quality. Samsung’s AI technology not only transforms low-definition into high-definition, but also optimizes the sound quality of content.</p>
<p>Conventional TVs provide multiple view settings such as movie mode and sports mode according to the genre of content. With Samsung’s new AI technology, content can be automatically analyzed by characterizing scenes to provide optimum sounds.</p>
<p>For example, let’s say you were watching a movie that includes musical performances. AI technology can highlight the music in a way that allows you to experience the sound as the actual characters would. When the crowd applauds after the performance is over, you would hear the clapping the same way as if you were in the crowd in the movie. When characters are speaking, AI adjusts the sound to make sure the lines are communicated clearly.</p>
<p>Imagine you were watching a relay broadcast of the 2018 PyeongChang Winter Olympics that started last week. AI will enhance the voice of the announcer so that you don’t miss who’s up next. When a game has started, AI will increase the background sound to deliver the liveliness of the actual game. With this tailored sound adjustment scene by scene, audiences can enjoy the best sound quality for any genre of content.</p>
<p>Samsung developers plan to continue to improve sound quality according to the preferences of individual viewers so that each viewer can enjoy the best TV viewing experience, right for them. Because volume patterns differ for every user, and the viewing environment can change according to the time of day and other factors, the sound will be accordingly adjusted and optimized to provide the most enjoyable experience to each individual viewer.</p>
<h3><span style="color: #000080"><strong>Why does 8K AI technology matter?</strong></span></h3>
<p><img loading="lazy" class="alignnone size-full wp-image-5370" src="https://img.global.news.samsung.com/in/wp-content/uploads/2018/02/Full-HD-8K-4K_main_4.jpg" alt="" width="705" height="395" /></p>
<p>As customer needs for high-definition TVs and content increases, some terrestrial broadcasting stations have committed to working towards UHD delivery, and various IPTV and cable channels have initiated 4K UHD (3,840 × 2,160) services. However, even as the TV industry begins to launch 8K (7,680 × 4,320) TVs, the reality is that 4K content is, as of yet, still not fully utilized in homes.</p>
<p>In this context, Samsung has proposed a new direction for TV technology by combining 8K UHD display technology and premiere content through AI. Samsung has developed an AI algorithm that automatically enhances picture quality to solve the problem of limited high-quality content. As example, AI technology plays a key role in the 85-inch 8K QLED TV technology that Samsung introduced at CES 2018.</p>
<p>Samsung will begin the process of applying AI technology to its 8K QLED TVs from the second half of this year, and viewers will soon be able to enjoy UHD quality video that is nearly 8K in resolution and delivers optimized sound for any type of content. A genuine 8K era is now on the horizon, and Samsung will continue to lead the way.</p>
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